Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 156 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.0 KiB |
| Average record size in memory | 104.8 B |
Variable types
| Numeric | 13 |
|---|
Jan is highly correlated with Feb and 10 other fields | High correlation |
Feb is highly correlated with Jan and 10 other fields | High correlation |
Mar is highly correlated with Jan and 10 other fields | High correlation |
Apr is highly correlated with Jan and 10 other fields | High correlation |
May is highly correlated with Jan and 10 other fields | High correlation |
Jun is highly correlated with Jan and 10 other fields | High correlation |
Jul is highly correlated with Jan and 10 other fields | High correlation |
Aug is highly correlated with Jan and 10 other fields | High correlation |
Sep is highly correlated with Jan and 10 other fields | High correlation |
Oct is highly correlated with Jan and 10 other fields | High correlation |
Nov is highly correlated with Jan and 10 other fields | High correlation |
Dec is highly correlated with Jan and 10 other fields | High correlation |
Jan is highly correlated with Feb and 10 other fields | High correlation |
Feb is highly correlated with Jan and 10 other fields | High correlation |
Mar is highly correlated with Jan and 10 other fields | High correlation |
Apr is highly correlated with Jan and 10 other fields | High correlation |
May is highly correlated with Jan and 10 other fields | High correlation |
Jun is highly correlated with Jan and 10 other fields | High correlation |
Jul is highly correlated with Jan and 10 other fields | High correlation |
Aug is highly correlated with Jan and 10 other fields | High correlation |
Sep is highly correlated with Jan and 10 other fields | High correlation |
Oct is highly correlated with Jan and 10 other fields | High correlation |
Nov is highly correlated with Jan and 10 other fields | High correlation |
Dec is highly correlated with Jan and 10 other fields | High correlation |
Jan is highly correlated with Feb and 10 other fields | High correlation |
Feb is highly correlated with Jan and 10 other fields | High correlation |
Mar is highly correlated with Jan and 10 other fields | High correlation |
Apr is highly correlated with Jan and 10 other fields | High correlation |
May is highly correlated with Jan and 10 other fields | High correlation |
Jun is highly correlated with Jan and 10 other fields | High correlation |
Jul is highly correlated with Jan and 10 other fields | High correlation |
Aug is highly correlated with Jan and 10 other fields | High correlation |
Sep is highly correlated with Jan and 10 other fields | High correlation |
Oct is highly correlated with Jan and 10 other fields | High correlation |
Nov is highly correlated with Jan and 10 other fields | High correlation |
Dec is highly correlated with Jan and 10 other fields | High correlation |
Year is highly correlated with Jan and 11 other fields | High correlation |
Jan is highly correlated with Year and 11 other fields | High correlation |
Feb is highly correlated with Year and 11 other fields | High correlation |
Mar is highly correlated with Year and 11 other fields | High correlation |
Apr is highly correlated with Year and 11 other fields | High correlation |
May is highly correlated with Year and 11 other fields | High correlation |
Jun is highly correlated with Year and 11 other fields | High correlation |
Jul is highly correlated with Year and 11 other fields | High correlation |
Aug is highly correlated with Year and 11 other fields | High correlation |
Sep is highly correlated with Year and 11 other fields | High correlation |
Oct is highly correlated with Year and 11 other fields | High correlation |
Nov is highly correlated with Year and 11 other fields | High correlation |
Dec is highly correlated with Year and 11 other fields | High correlation |
Year is uniformly distributed | Uniform |
Year has unique values | Unique |
Reproduction
| Analysis started | 2022-05-17 18:49:34.172741 |
|---|---|
| Analysis finished | 2022-05-17 18:50:41.846413 |
| Duration | 1 minute and 7.67 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 156 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1938.5 |
| Minimum | 1861 |
|---|---|
| Maximum | 2016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1861 |
|---|---|
| 5-th percentile | 1868.75 |
| Q1 | 1899.75 |
| median | 1938.5 |
| Q3 | 1977.25 |
| 95-th percentile | 2008.25 |
| Maximum | 2016 |
| Range | 155 |
| Interquartile range (IQR) | 77.5 |
Descriptive statistics
| Standard deviation | 45.17742799 |
|---|---|
| Coefficient of variation (CV) | 0.02330535362 |
| Kurtosis | -1.2 |
| Mean | 1938.5 |
| Median Absolute Deviation (MAD) | 39 |
| Skewness | 0 |
| Sum | 302406 |
| Variance | 2041 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1861 | 1 | 0.6% |
| 1968 | 1 | 0.6% |
| 1961 | 1 | 0.6% |
| 1962 | 1 | 0.6% |
| 1963 | 1 | 0.6% |
| 1964 | 1 | 0.6% |
| 1965 | 1 | 0.6% |
| 1966 | 1 | 0.6% |
| 1967 | 1 | 0.6% |
| 1969 | 1 | 0.6% |
| Other values (146) | 146 |
| Value | Count | Frequency (%) |
| 1861 | 1 | |
| 1862 | 1 | |
| 1863 | 1 | |
| 1864 | 1 | |
| 1865 | 1 | |
| 1866 | 1 | |
| 1867 | 1 | |
| 1868 | 1 | |
| 1869 | 1 | |
| 1870 | 1 |
| Value | Count | Frequency (%) |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 | |
| 2012 | 1 | |
| 2011 | 1 | |
| 2010 | 1 | |
| 2009 | 1 | |
| 2008 | 1 | |
| 2007 | 1 |
| Distinct | 123 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.009 |
| Minimum | -0.276 |
|---|---|
| Maximum | 0.169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 66 |
| Negative (%) | 42.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.276 |
|---|---|
| 5-th percentile | -0.22975 |
| Q1 | -0.14675 |
| median | 0.034 |
| Q3 | 0.1025 |
| 95-th percentile | 0.1535 |
| Maximum | 0.169 |
| Range | 0.445 |
| Interquartile range (IQR) | 0.24925 |
Descriptive statistics
| Standard deviation | 0.1344078531 |
|---|---|
| Coefficient of variation (CV) | -14.9342059 |
| Kurtosis | -1.206720886 |
| Mean | -0.009 |
| Median Absolute Deviation (MAD) | 0.09 |
| Skewness | -0.5089361116 |
| Sum | -1.404 |
| Variance | 0.01806547097 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.091 | 4 | 2.6% |
| 0.084 | 3 | 1.9% |
| -0.218 | 3 | 1.9% |
| 0.111 | 3 | 1.9% |
| 0.135 | 2 | 1.3% |
| -0.149 | 2 | 1.3% |
| 0.016 | 2 | 1.3% |
| 0.013 | 2 | 1.3% |
| -0.144 | 2 | 1.3% |
| -0.16 | 2 | 1.3% |
| Other values (113) | 131 |
| Value | Count | Frequency (%) |
| -0.276 | 1 | |
| -0.27 | 1 | |
| -0.265 | 1 | |
| -0.263 | 1 | |
| -0.256 | 1 | |
| -0.246 | 1 | |
| -0.234 | 1 | |
| -0.232 | 1 | |
| -0.229 | 1 | |
| -0.221 | 1 |
| Value | Count | Frequency (%) |
| 0.169 | 1 | |
| 0.165 | 2 | |
| 0.161 | 1 | |
| 0.16 | 1 | |
| 0.159 | 1 | |
| 0.156 | 1 | |
| 0.155 | 1 | |
| 0.153 | 1 | |
| 0.151 | 1 | |
| 0.15 | 1 |
| Distinct | 121 |
|---|---|
| Distinct (%) | 77.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008865384615 |
| Minimum | -0.277 |
|---|---|
| Maximum | 0.169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 66 |
| Negative (%) | 42.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.277 |
|---|---|
| 5-th percentile | -0.23 |
| Q1 | -0.14525 |
| median | 0.034 |
| Q3 | 0.10225 |
| 95-th percentile | 0.152 |
| Maximum | 0.169 |
| Range | 0.446 |
| Interquartile range (IQR) | 0.2475 |
Descriptive statistics
| Standard deviation | 0.1346052334 |
|---|---|
| Coefficient of variation (CV) | -15.18323674 |
| Kurtosis | -1.207863718 |
| Mean | -0.008865384615 |
| Median Absolute Deviation (MAD) | 0.0905 |
| Skewness | -0.509318727 |
| Sum | -1.383 |
| Variance | 0.01811856886 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.144 | 3 | 1.9% |
| 0.116 | 3 | 1.9% |
| 0.089 | 3 | 1.9% |
| 0.126 | 3 | 1.9% |
| 0.115 | 3 | 1.9% |
| 0.036 | 2 | 1.3% |
| -0.067 | 2 | 1.3% |
| 0.018 | 2 | 1.3% |
| -0.005 | 2 | 1.3% |
| 0.058 | 2 | 1.3% |
| Other values (111) | 131 |
| Value | Count | Frequency (%) |
| -0.277 | 1 | |
| -0.269 | 1 | |
| -0.266 | 1 | |
| -0.262 | 1 | |
| -0.259 | 1 | |
| -0.244 | 1 | |
| -0.232 | 1 | |
| -0.23 | 2 | |
| -0.222 | 1 | |
| -0.221 | 1 |
| Value | Count | Frequency (%) |
| 0.169 | 1 | |
| 0.167 | 1 | |
| 0.165 | 1 | |
| 0.161 | 1 | |
| 0.159 | 2 | |
| 0.158 | 1 | |
| 0.155 | 1 | |
| 0.151 | 2 | |
| 0.15 | 1 | |
| 0.149 | 1 |
| Distinct | 125 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008807692308 |
| Minimum | -0.277 |
|---|---|
| Maximum | 0.171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 66 |
| Negative (%) | 42.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.277 |
|---|---|
| 5-th percentile | -0.22825 |
| Q1 | -0.14625 |
| median | 0.034 |
| Q3 | 0.102 |
| 95-th percentile | 0.15325 |
| Maximum | 0.171 |
| Range | 0.448 |
| Interquartile range (IQR) | 0.24825 |
Descriptive statistics
| Standard deviation | 0.1348267761 |
|---|---|
| Coefficient of variation (CV) | -15.30784357 |
| Kurtosis | -1.212123178 |
| Mean | -0.008807692308 |
| Median Absolute Deviation (MAD) | 0.088 |
| Skewness | -0.5078029748 |
| Sum | -1.374 |
| Variance | 0.01817825955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.115 | 5 | 3.2% |
| 0.087 | 4 | 2.6% |
| -0.219 | 4 | 2.6% |
| 0.09 | 3 | 1.9% |
| 0.085 | 3 | 1.9% |
| 0.102 | 3 | 1.9% |
| -0.096 | 2 | 1.3% |
| 0.094 | 2 | 1.3% |
| -0.007 | 2 | 1.3% |
| -0.142 | 2 | 1.3% |
| Other values (115) | 126 |
| Value | Count | Frequency (%) |
| -0.277 | 1 | |
| -0.269 | 1 | |
| -0.266 | 1 | |
| -0.262 | 1 | |
| -0.261 | 1 | |
| -0.241 | 1 | |
| -0.232 | 1 | |
| -0.229 | 1 | |
| -0.228 | 1 | |
| -0.226 | 1 |
| Value | Count | Frequency (%) |
| 0.171 | 1 | |
| 0.169 | 1 | |
| 0.165 | 1 | |
| 0.161 | 1 | |
| 0.159 | 2 | |
| 0.156 | 1 | |
| 0.154 | 1 | |
| 0.153 | 1 | |
| 0.152 | 1 | |
| 0.15 | 2 |
| Distinct | 132 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008698717949 |
| Minimum | -0.278 |
|---|---|
| Maximum | 0.171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 66 |
| Negative (%) | 42.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.278 |
|---|---|
| 5-th percentile | -0.2275 |
| Q1 | -0.1465 |
| median | 0.033 |
| Q3 | 0.1025 |
| 95-th percentile | 0.1545 |
| Maximum | 0.171 |
| Range | 0.449 |
| Interquartile range (IQR) | 0.249 |
Descriptive statistics
| Standard deviation | 0.1349242282 |
|---|---|
| Coefficient of variation (CV) | -15.51081768 |
| Kurtosis | -1.211698554 |
| Mean | -0.008698717949 |
| Median Absolute Deviation (MAD) | 0.089 |
| Skewness | -0.5082209078 |
| Sum | -1.357 |
| Variance | 0.01820454735 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.089 | 3 | 1.9% |
| 0.087 | 3 | 1.9% |
| -0.151 | 3 | 1.9% |
| 0.117 | 3 | 1.9% |
| 0.092 | 3 | 1.9% |
| 0.114 | 3 | 1.9% |
| 0.124 | 2 | 1.3% |
| 0.088 | 2 | 1.3% |
| -0.009 | 2 | 1.3% |
| -0.181 | 2 | 1.3% |
| Other values (122) | 130 |
| Value | Count | Frequency (%) |
| -0.278 | 1 | |
| -0.272 | 1 | |
| -0.265 | 1 | |
| -0.263 | 1 | |
| -0.262 | 1 | |
| -0.239 | 1 | |
| -0.233 | 1 | |
| -0.229 | 1 | |
| -0.227 | 1 | |
| -0.224 | 1 |
| Value | Count | Frequency (%) |
| 0.171 | 1 | |
| 0.169 | 1 | |
| 0.164 | 1 | |
| 0.161 | 1 | |
| 0.159 | 1 | |
| 0.158 | 1 | |
| 0.157 | 1 | |
| 0.156 | 1 | |
| 0.154 | 1 | |
| 0.152 | 1 |
| Distinct | 122 |
|---|---|
| Distinct (%) | 78.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008576923077 |
| Minimum | -0.277 |
|---|---|
| Maximum | 0.171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 66 |
| Negative (%) | 42.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.277 |
|---|---|
| 5-th percentile | -0.22675 |
| Q1 | -0.14525 |
| median | 0.0315 |
| Q3 | 0.10175 |
| 95-th percentile | 0.15425 |
| Maximum | 0.171 |
| Range | 0.448 |
| Interquartile range (IQR) | 0.247 |
Descriptive statistics
| Standard deviation | 0.1349903241 |
|---|---|
| Coefficient of variation (CV) | -15.73878218 |
| Kurtosis | -1.213548182 |
| Mean | -0.008576923077 |
| Median Absolute Deviation (MAD) | 0.0885 |
| Skewness | -0.5069466789 |
| Sum | -1.338 |
| Variance | 0.01822238759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.114 | 4 | 2.6% |
| -0.21 | 3 | 1.9% |
| 0.089 | 3 | 1.9% |
| 0.086 | 3 | 1.9% |
| 0.072 | 3 | 1.9% |
| 0.1 | 3 | 1.9% |
| 0.119 | 3 | 1.9% |
| 0.055 | 2 | 1.3% |
| -0.213 | 2 | 1.3% |
| -0.191 | 2 | 1.3% |
| Other values (112) | 128 |
| Value | Count | Frequency (%) |
| -0.277 | 1 | |
| -0.275 | 1 | |
| -0.264 | 1 | |
| -0.262 | 2 | |
| -0.238 | 1 | |
| -0.234 | 1 | |
| -0.232 | 1 | |
| -0.225 | 1 | |
| -0.222 | 2 | |
| -0.218 | 2 |
| Value | Count | Frequency (%) |
| 0.171 | 1 | |
| 0.168 | 1 | |
| 0.163 | 1 | |
| 0.161 | 2 | |
| 0.159 | 1 | |
| 0.158 | 2 | |
| 0.153 | 1 | |
| 0.152 | 1 | |
| 0.151 | 1 | |
| 0.15 | 1 |
| Distinct | 129 |
|---|---|
| Distinct (%) | 82.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008416666667 |
| Minimum | -0.275 |
|---|---|
| Maximum | 0.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 66 |
| Negative (%) | 42.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.275 |
|---|---|
| 5-th percentile | -0.2265 |
| Q1 | -0.1445 |
| median | 0.0305 |
| Q3 | 0.10225 |
| 95-th percentile | 0.1545 |
| Maximum | 0.17 |
| Range | 0.445 |
| Interquartile range (IQR) | 0.24675 |
Descriptive statistics
| Standard deviation | 0.1349967244 |
|---|---|
| Coefficient of variation (CV) | -16.03921478 |
| Kurtosis | -1.215001118 |
| Mean | -0.008416666667 |
| Median Absolute Deviation (MAD) | 0.0905 |
| Skewness | -0.5067856856 |
| Sum | -1.313 |
| Variance | 0.01822411559 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.114 | 4 | 2.6% |
| 0.091 | 3 | 1.9% |
| 0.121 | 3 | 1.9% |
| -0.151 | 2 | 1.3% |
| -0.198 | 2 | 1.3% |
| 0.139 | 2 | 1.3% |
| -0.275 | 2 | 1.3% |
| -0.218 | 2 | 1.3% |
| -0.189 | 2 | 1.3% |
| 0.029 | 2 | 1.3% |
| Other values (119) | 132 |
| Value | Count | Frequency (%) |
| -0.275 | 2 | |
| -0.264 | 1 | |
| -0.263 | 1 | |
| -0.26 | 1 | |
| -0.238 | 1 | |
| -0.235 | 1 | |
| -0.231 | 1 | |
| -0.225 | 1 | |
| -0.224 | 1 | |
| -0.221 | 1 |
| Value | Count | Frequency (%) |
| 0.17 | 1 | |
| 0.166 | 1 | |
| 0.162 | 1 | |
| 0.161 | 2 | |
| 0.16 | 1 | |
| 0.159 | 1 | |
| 0.156 | 1 | |
| 0.154 | 1 | |
| 0.153 | 2 | |
| 0.149 | 1 |
| Distinct | 128 |
|---|---|
| Distinct (%) | 82.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008230769231 |
| Minimum | -0.276 |
|---|---|
| Maximum | 0.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 65 |
| Negative (%) | 41.7% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.276 |
|---|---|
| 5-th percentile | -0.22675 |
| Q1 | -0.1455 |
| median | 0.033 |
| Q3 | 0.10125 |
| 95-th percentile | 0.15475 |
| Maximum | 0.17 |
| Range | 0.446 |
| Interquartile range (IQR) | 0.24675 |
Descriptive statistics
| Standard deviation | 0.1349345766 |
|---|---|
| Coefficient of variation (CV) | -16.39392052 |
| Kurtosis | -1.217675813 |
| Mean | -0.008230769231 |
| Median Absolute Deviation (MAD) | 0.0915 |
| Skewness | -0.5064557518 |
| Sum | -1.284 |
| Variance | 0.01820733995 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.084 | 3 | 1.9% |
| 0.154 | 3 | 1.9% |
| -0.192 | 2 | 1.3% |
| 0.111 | 2 | 1.3% |
| -0.012 | 2 | 1.3% |
| 0.033 | 2 | 1.3% |
| 0.022 | 2 | 1.3% |
| -0.087 | 2 | 1.3% |
| 0.017 | 2 | 1.3% |
| 0.027 | 2 | 1.3% |
| Other values (118) | 134 |
| Value | Count | Frequency (%) |
| -0.276 | 1 | |
| -0.273 | 1 | |
| -0.264 | 1 | |
| -0.262 | 1 | |
| -0.257 | 1 | |
| -0.24 | 1 | |
| -0.233 | 1 | |
| -0.229 | 1 | |
| -0.226 | 1 | |
| -0.224 | 1 |
| Value | Count | Frequency (%) |
| 0.17 | 1 | 0.6% |
| 0.166 | 1 | 0.6% |
| 0.162 | 1 | 0.6% |
| 0.161 | 2 | |
| 0.159 | 1 | 0.6% |
| 0.158 | 1 | 0.6% |
| 0.157 | 1 | 0.6% |
| 0.154 | 3 | |
| 0.148 | 1 | 0.6% |
| 0.147 | 1 | 0.6% |
| Distinct | 125 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008102564103 |
| Minimum | -0.278 |
|---|---|
| Maximum | 0.169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 64 |
| Negative (%) | 41.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.278 |
|---|---|
| 5-th percentile | -0.22675 |
| Q1 | -0.1455 |
| median | 0.037 |
| Q3 | 0.10325 |
| 95-th percentile | 0.155 |
| Maximum | 0.169 |
| Range | 0.447 |
| Interquartile range (IQR) | 0.24875 |
Descriptive statistics
| Standard deviation | 0.1350526865 |
|---|---|
| Coefficient of variation (CV) | -16.66789485 |
| Kurtosis | -1.217238848 |
| Mean | -0.008102564103 |
| Median Absolute Deviation (MAD) | 0.088 |
| Skewness | -0.505543938 |
| Sum | -1.264 |
| Variance | 0.01823922812 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.084 | 4 | 2.6% |
| 0.097 | 3 | 1.9% |
| 0.129 | 3 | 1.9% |
| 0.057 | 2 | 1.3% |
| 0.091 | 2 | 1.3% |
| -0.195 | 2 | 1.3% |
| -0.169 | 2 | 1.3% |
| -0.192 | 2 | 1.3% |
| -0.145 | 2 | 1.3% |
| -0.147 | 2 | 1.3% |
| Other values (115) | 132 |
| Value | Count | Frequency (%) |
| -0.278 | 1 | |
| -0.272 | 1 | |
| -0.264 | 1 | |
| -0.261 | 1 | |
| -0.255 | 1 | |
| -0.241 | 1 | |
| -0.233 | 1 | |
| -0.229 | 1 | |
| -0.226 | 1 | |
| -0.225 | 1 |
| Value | Count | Frequency (%) |
| 0.169 | 1 | |
| 0.166 | 1 | |
| 0.163 | 2 | |
| 0.162 | 1 | |
| 0.161 | 1 | |
| 0.159 | 1 | |
| 0.155 | 2 | |
| 0.154 | 2 | |
| 0.15 | 1 | |
| 0.145 | 1 |
| Distinct | 129 |
|---|---|
| Distinct (%) | 82.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008051282051 |
| Minimum | -0.278 |
|---|---|
| Maximum | 0.168 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 64 |
| Negative (%) | 41.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.278 |
|---|---|
| 5-th percentile | -0.228 |
| Q1 | -0.1445 |
| median | 0.0385 |
| Q3 | 0.1045 |
| 95-th percentile | 0.15425 |
| Maximum | 0.168 |
| Range | 0.446 |
| Interquartile range (IQR) | 0.249 |
Descriptive statistics
| Standard deviation | 0.1349663659 |
|---|---|
| Coefficient of variation (CV) | -16.76333844 |
| Kurtosis | -1.216271947 |
| Mean | -0.008051282051 |
| Median Absolute Deviation (MAD) | 0.0865 |
| Skewness | -0.5047730202 |
| Sum | -1.256 |
| Variance | 0.01821591993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.084 | 4 | 2.6% |
| 0.097 | 3 | 1.9% |
| 0.006 | 3 | 1.9% |
| 0.085 | 2 | 1.3% |
| 0.093 | 2 | 1.3% |
| -0.187 | 2 | 1.3% |
| -0.144 | 2 | 1.3% |
| 0.153 | 2 | 1.3% |
| -0.228 | 2 | 1.3% |
| -0.014 | 2 | 1.3% |
| Other values (119) | 132 |
| Value | Count | Frequency (%) |
| -0.278 | 1 | |
| -0.27 | 1 | |
| -0.264 | 1 | |
| -0.262 | 1 | |
| -0.252 | 1 | |
| -0.242 | 1 | |
| -0.232 | 1 | |
| -0.228 | 2 | |
| -0.226 | 1 | |
| -0.223 | 1 |
| Value | Count | Frequency (%) |
| 0.168 | 1 | |
| 0.165 | 1 | |
| 0.164 | 2 | |
| 0.163 | 1 | |
| 0.161 | 1 | |
| 0.16 | 1 | |
| 0.155 | 1 | |
| 0.154 | 1 | |
| 0.153 | 2 | |
| 0.152 | 1 |
| Distinct | 132 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008102564103 |
| Minimum | -0.278 |
|---|---|
| Maximum | 0.168 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 64 |
| Negative (%) | 41.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.278 |
|---|---|
| 5-th percentile | -0.22775 |
| Q1 | -0.14525 |
| median | 0.039 |
| Q3 | 0.1015 |
| 95-th percentile | 0.155 |
| Maximum | 0.168 |
| Range | 0.446 |
| Interquartile range (IQR) | 0.24675 |
Descriptive statistics
| Standard deviation | 0.1348787355 |
|---|---|
| Coefficient of variation (CV) | -16.64642621 |
| Kurtosis | -1.211435005 |
| Mean | -0.008102564103 |
| Median Absolute Deviation (MAD) | 0.086 |
| Skewness | -0.5048583882 |
| Sum | -1.264 |
| Variance | 0.01819227328 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.096 | 3 | 1.9% |
| 0.109 | 3 | 1.9% |
| 0.155 | 3 | 1.9% |
| 0.04 | 2 | 1.3% |
| 0.119 | 2 | 1.3% |
| -0.035 | 2 | 1.3% |
| 0.017 | 2 | 1.3% |
| 0.108 | 2 | 1.3% |
| 0.137 | 2 | 1.3% |
| 0.128 | 2 | 1.3% |
| Other values (122) | 133 |
| Value | Count | Frequency (%) |
| -0.278 | 1 | |
| -0.27 | 1 | |
| -0.264 | 1 | |
| -0.263 | 1 | |
| -0.251 | 1 | |
| -0.245 | 1 | |
| -0.233 | 1 | |
| -0.23 | 1 | |
| -0.227 | 1 | |
| -0.226 | 1 |
| Value | Count | Frequency (%) |
| 0.168 | 1 | 0.6% |
| 0.167 | 1 | 0.6% |
| 0.166 | 1 | 0.6% |
| 0.164 | 1 | 0.6% |
| 0.163 | 1 | 0.6% |
| 0.161 | 1 | 0.6% |
| 0.159 | 1 | 0.6% |
| 0.155 | 3 | |
| 0.153 | 1 | 0.6% |
| 0.151 | 1 | 0.6% |
| Distinct | 137 |
|---|---|
| Distinct (%) | 87.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008320512821 |
| Minimum | -0.277 |
|---|---|
| Maximum | 0.171 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 64 |
| Negative (%) | 41.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.277 |
|---|---|
| 5-th percentile | -0.22825 |
| Q1 | -0.1455 |
| median | 0.0355 |
| Q3 | 0.1035 |
| 95-th percentile | 0.1555 |
| Maximum | 0.171 |
| Range | 0.448 |
| Interquartile range (IQR) | 0.249 |
Descriptive statistics
| Standard deviation | 0.1349777514 |
|---|---|
| Coefficient of variation (CV) | -16.22228754 |
| Kurtosis | -1.211916434 |
| Mean | -0.008320512821 |
| Median Absolute Deviation (MAD) | 0.0895 |
| Skewness | -0.5027368114 |
| Sum | -1.298 |
| Variance | 0.01821899338 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.097 | 3 | 1.9% |
| 0.134 | 2 | 1.3% |
| 0.113 | 2 | 1.3% |
| 0.001 | 2 | 1.3% |
| -0.216 | 2 | 1.3% |
| 0.089 | 2 | 1.3% |
| 0.116 | 2 | 1.3% |
| 0.096 | 2 | 1.3% |
| 0.136 | 2 | 1.3% |
| 0.118 | 2 | 1.3% |
| Other values (127) | 135 |
| Value | Count | Frequency (%) |
| -0.277 | 1 | |
| -0.27 | 1 | |
| -0.264 | 1 | |
| -0.263 | 1 | |
| -0.25 | 1 | |
| -0.248 | 1 | |
| -0.234 | 1 | |
| -0.232 | 1 | |
| -0.227 | 1 | |
| -0.226 | 1 |
| Value | Count | Frequency (%) |
| 0.171 | 1 | |
| 0.167 | 1 | |
| 0.165 | 1 | |
| 0.164 | 1 | |
| 0.163 | 1 | |
| 0.161 | 1 | |
| 0.157 | 2 | |
| 0.155 | 1 | |
| 0.154 | 1 | |
| 0.152 | 1 |
| Distinct | 123 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.00816025641 |
| Minimum | -0.276 |
|---|---|
| Maximum | 0.174 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Negative | 65 |
| Negative (%) | 41.7% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | -0.276 |
|---|---|
| 5-th percentile | -0.229 |
| Q1 | -0.14575 |
| median | 0.035 |
| Q3 | 0.1035 |
| 95-th percentile | 0.155 |
| Maximum | 0.174 |
| Range | 0.45 |
| Interquartile range (IQR) | 0.24925 |
Descriptive statistics
| Standard deviation | 0.1350260427 |
|---|---|
| Coefficient of variation (CV) | -16.54678921 |
| Kurtosis | -1.210421442 |
| Mean | -0.00816025641 |
| Median Absolute Deviation (MAD) | 0.09 |
| Skewness | -0.5037749096 |
| Sum | -1.273 |
| Variance | 0.01823203222 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.097 | 4 | 2.6% |
| -0.218 | 3 | 1.9% |
| 0.013 | 3 | 1.9% |
| -0.185 | 3 | 1.9% |
| 0.155 | 2 | 1.3% |
| -0.162 | 2 | 1.3% |
| -0.144 | 2 | 1.3% |
| -0.022 | 2 | 1.3% |
| -0.073 | 2 | 1.3% |
| -0.154 | 2 | 1.3% |
| Other values (113) | 131 |
| Value | Count | Frequency (%) |
| -0.276 | 1 | |
| -0.27 | 1 | |
| -0.265 | 1 | |
| -0.263 | 1 | |
| -0.252 | 1 | |
| -0.248 | 1 | |
| -0.234 | 1 | |
| -0.232 | 1 | |
| -0.228 | 1 | |
| -0.223 | 1 |
| Value | Count | Frequency (%) |
| 0.174 | 1 | |
| 0.168 | 1 | |
| 0.164 | 2 | |
| 0.163 | 1 | |
| 0.161 | 1 | |
| 0.158 | 1 | |
| 0.155 | 2 | |
| 0.154 | 1 | |
| 0.152 | 1 | |
| 0.151 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Year | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1861 | 0.055 | 0.055 | 0.055 | 0.055 | 0.055 | 0.056 | 0.056 | 0.057 | 0.056 | 0.055 | 0.056 | 0.057 |
| 1 | 1862 | 0.058 | 0.058 | 0.062 | 0.065 | 0.066 | 0.067 | 0.067 | 0.066 | 0.066 | 0.066 | 0.068 | 0.068 |
| 2 | 1863 | 0.071 | 0.074 | 0.078 | 0.081 | 0.081 | 0.082 | 0.086 | 0.089 | 0.091 | 0.089 | 0.087 | 0.086 |
| 3 | 1864 | 0.084 | 0.086 | 0.087 | 0.089 | 0.090 | 0.091 | 0.094 | 0.096 | 0.097 | 0.096 | 0.094 | 0.093 |
| 4 | 1865 | 0.091 | 0.090 | 0.090 | 0.089 | 0.089 | 0.087 | 0.084 | 0.083 | 0.084 | 0.085 | 0.086 | 0.087 |
| 5 | 1866 | 0.084 | 0.083 | 0.085 | 0.087 | 0.086 | 0.085 | 0.084 | 0.081 | 0.078 | 0.074 | 0.072 | 0.071 |
| 6 | 1867 | 0.070 | 0.069 | 0.070 | 0.070 | 0.072 | 0.075 | 0.078 | 0.084 | 0.089 | 0.092 | 0.093 | 0.096 |
| 7 | 1868 | 0.099 | 0.100 | 0.101 | 0.101 | 0.100 | 0.100 | 0.100 | 0.103 | 0.107 | 0.109 | 0.111 | 0.114 |
| 8 | 1869 | 0.115 | 0.116 | 0.118 | 0.118 | 0.119 | 0.119 | 0.119 | 0.117 | 0.115 | 0.113 | 0.112 | 0.108 |
| 9 | 1870 | 0.105 | 0.104 | 0.102 | 0.100 | 0.101 | 0.102 | 0.101 | 0.100 | 0.101 | 0.099 | 0.097 | 0.094 |
Last rows
| Year | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 146 | 2007 | 0.153 | 0.151 | 0.150 | 0.149 | 0.151 | 0.153 | 0.157 | 0.162 | 0.164 | 0.166 | 0.167 | 0.168 |
| 147 | 2008 | 0.169 | 0.169 | 0.171 | 0.171 | 0.171 | 0.170 | 0.170 | 0.169 | 0.168 | 0.167 | 0.165 | 0.163 |
| 148 | 2009 | 0.161 | 0.159 | 0.156 | 0.154 | 0.153 | 0.154 | 0.154 | 0.155 | 0.155 | 0.155 | 0.154 | 0.152 |
| 149 | 2010 | 0.151 | 0.150 | 0.148 | 0.145 | 0.143 | 0.141 | 0.139 | 0.137 | 0.135 | 0.135 | 0.134 | 0.135 |
| 150 | 2011 | 0.135 | 0.135 | 0.136 | 0.137 | 0.138 | 0.139 | 0.140 | 0.141 | 0.141 | 0.141 | 0.142 | 0.142 |
| 151 | 2012 | 0.143 | 0.143 | 0.143 | 0.144 | 0.145 | 0.147 | 0.148 | 0.150 | 0.152 | 0.155 | 0.157 | 0.158 |
| 152 | 2013 | 0.159 | 0.159 | 0.159 | 0.158 | 0.158 | 0.156 | 0.154 | 0.154 | 0.153 | 0.153 | 0.151 | 0.151 |
| 153 | 2014 | 0.150 | 0.151 | 0.154 | 0.156 | 0.158 | 0.160 | 0.162 | 0.163 | 0.163 | 0.164 | 0.164 | 0.164 |
| 154 | 2015 | 0.165 | 0.167 | 0.169 | 0.169 | 0.168 | 0.166 | 0.166 | 0.166 | 0.164 | 0.163 | 0.161 | 0.161 |
| 155 | 2016 | 0.160 | 0.161 | 0.161 | 0.161 | 0.161 | 0.161 | 0.161 | 0.163 | 0.165 | 0.168 | 0.171 | 0.174 |